Profiling Report

Dataset statistics

Number of variables	31
Number of observations	89551
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	21.2 MiB
Average record size in memory	248.0 B

Variable types

Numeric	16
Categorical	15

Alerts

`CEP_2_DIG` is highly overall correlated with `ZONA_POSTAL`	High correlation
`RENDA_MES_ANTERIOR` is highly overall correlated with `FLAG_PF`	High correlation
`NO_FUNCIONARIOS` is highly overall correlated with `FLAG_PF`	High correlation
`PRAZO` is highly overall correlated with `PAGTO_DIFF_EMISSAO`	High correlation
`PAGTO_DIFF_EMISSAO` is highly overall correlated with `PRAZO`	High correlation
`LIFETIME_CLIENTE_DIAS` is highly overall correlated with `ANO_CADASTRO`	High correlation
`MES_EMISSAO_DOCUMENTO` is highly overall correlated with `MES_PAGAMENTO` and 2 other fields	High correlation
`MES_PAGAMENTO` is highly overall correlated with `MES_EMISSAO_DOCUMENTO` and 2 other fields	High correlation
`MES_VENCIMENTO` is highly overall correlated with `MES_EMISSAO_DOCUMENTO` and 2 other fields	High correlation
`MES_SAFRA_REF` is highly overall correlated with `MES_EMISSAO_DOCUMENTO` and 2 other fields	High correlation
`ANO_VENCIMENTO` is highly overall correlated with `ANO_EMISSAO_DOCUMENTO` and 2 other fields	High correlation
`ANO_CADASTRO` is highly overall correlated with `LIFETIME_CLIENTE_DIAS`	High correlation
`FLAG_PF` is highly overall correlated with `RENDA_MES_ANTERIOR` and 1 other fields	High correlation
`ZONA_POSTAL` is highly overall correlated with `CEP_2_DIG`	High correlation
`DIASEMANA_PAGAMENTO` is highly overall correlated with `DIASEMANA_VENCIMENTO`	High correlation
`DIASEMANA_VENCIMENTO` is highly overall correlated with `DIASEMANA_PAGAMENTO`	High correlation
`ANO_EMISSAO_DOCUMENTO` is highly overall correlated with `ANO_VENCIMENTO` and 2 other fields	High correlation
`ANO_PAGAMENTO` is highly overall correlated with `ANO_VENCIMENTO` and 2 other fields	High correlation
`ANO_SAFRA_REF` is highly overall correlated with `ANO_VENCIMENTO` and 2 other fields	High correlation
`FLAG_PF` is highly imbalanced (97.1%)	Imbalance
`INADIMPLENTE` is highly imbalanced (64.8%)	Imbalance
`PRAZO` is highly skewed (γ1 = 48.05204434)	Skewed
`PAGTO_DIFF_VENC` is highly skewed (γ1 = -52.78006706)	Skewed
`PAGTO_DIFF_VENC` has 70609 (78.8%) zeros	Zeros

Reproduction

Analysis started	2023-04-25 11:23:26.892953
Analysis finished	2023-04-25 11:25:07.216574
Duration	1 minute and 40.32 seconds
Software version	ydata-profiling vv4.1.2
Download configuration	config.json

ID_CLIENTE
Real number (ℝ)

Distinct	1306
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6635418 × 10¹⁸

Minimum	8.7842371 × 10¹⁵
Maximum	9.2060308 × 10¹⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	8.7842371 × 10¹⁵
5-th percentile	4.6530925 × 10¹⁷
Q1	2.3470288 × 10¹⁸
median	4.817817 × 10¹⁸
Q3	6.9693486 × 10¹⁸
95-th percentile	8.6099387 × 10¹⁸
Maximum	9.2060308 × 10¹⁸
Range	9.1972466 × 10¹⁸
Interquartile range (IQR)	4.6223198 × 10¹⁸

Descriptive statistics

Standard deviation	2.6662324 × 10¹⁸
Coefficient of variation (CV)	0.57171834
Kurtosis	-1.2303272
Mean	4.6635418 × 10¹⁸
Median Absolute Deviation (MAD)	2.3501716 × 10¹⁸
Skewness	-0.078049453
Sum	8.9911379 × 10¹⁸
Variance	7.108795 × 10³⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.96410875 × 10¹⁸	1325	1.5%
5.761480994 × 10¹⁸	1222	1.4%
4.008627435 × 10¹⁸	902	1.0%
8.173830875 × 10¹⁸	787	0.9%
6.916556752 × 10¹⁸	724	0.8%
7.930925884 × 10¹⁸	660	0.7%
4.592906068 × 10¹⁷	620	0.7%
4.045739495 × 10¹⁸	612	0.7%
7.325545719 × 10¹⁸	581	0.6%
3.355881108 × 10¹⁸	575	0.6%
Other values (1296)	81543	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.78423715 × 10¹⁵	266	0.3%
1.507004831 × 10¹⁶	11	< 0.1%
1.871961495 × 10¹⁶	9	< 0.1%
3.954702544 × 10¹⁶	80	0.1%
4.326664122 × 10¹⁶	9	< 0.1%
4.963290558 × 10¹⁶	50	0.1%
6.62200874 × 10¹⁶	71	0.1%
6.97663625 × 10¹⁶	52	0.1%
8.611006299 × 10¹⁶	103	0.1%
8.643695504 × 10¹⁶	1	< 0.1%

Value	Count	Frequency (%)
9.20603081 × 10¹⁸	123	0.1%
9.205015187 × 10¹⁸	28	< 0.1%
9.184785003 × 10¹⁸	150	0.2%
9.175443729 × 10¹⁸	7	< 0.1%
9.161263096 × 10¹⁸	36	< 0.1%
9.156666134 × 10¹⁸	50	0.1%
9.142266044 × 10¹⁸	10	< 0.1%
9.127318191 × 10¹⁸	68	0.1%
9.108733472 × 10¹⁸	71	0.1%
9.101617111 × 10¹⁸	21	< 0.1%

VALOR_A_PAGAR
Real number (ℝ)

Distinct	78917
Distinct (%)	88.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49201.267

Minimum	0.1
Maximum	4400000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	0.1
5-th percentile	3643.54
Q1	19663.235
median	36300.7
Q3	64065.3
95-th percentile	135757.74
Maximum	4400000
Range	4399999.9
Interquartile range (IQR)	44402.065

Descriptive statistics

Standard deviation	48051.163
Coefficient of variation (CV)	0.9766245
Kurtosis	860.63904
Mean	49201.267
Median Absolute Deviation (MAD)	19077.65
Skewness	13.012477
Sum	4.4060227 × 10⁹
Variance	2.3089143 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1182	624	0.7%
999	338	0.4%
945.6	198	0.2%
360	137	0.2%
1341	94	0.1%
591	76	0.1%
499	72	0.1%
1063.8	57	0.1%
1064	48	0.1%
899	43	< 0.1%
Other values (78907)	87864	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1	< 0.1%
0.4	1	< 0.1%
0.45	1	< 0.1%
0.7	1	< 0.1%
5.17	1	< 0.1%
5.5	1	< 0.1%
5.78	1	< 0.1%
5.95	1	< 0.1%
6	1	< 0.1%
6.22	1	< 0.1%

Value	Count	Frequency (%)
4400000	1	< 0.1%
2250000	1	< 0.1%
1697544.07	1	< 0.1%
1500000	1	< 0.1%
1391835.2	1	< 0.1%
1325000	1	< 0.1%
1210000	1	< 0.1%
1200000	1	< 0.1%
1160000	1	< 0.1%
1000000	1	< 0.1%

TAXA
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

5.99	30349
6.99	25410
4.99	18355
8.99	9281
11.99	6156

Length

Max length	5
Median length	4
Mean length	4.068743
Min length	4

Characters and Unicode

Total characters	364360
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	6.99
2nd row	6.99
3rd row	6.99
4th row	6.99
5th row	6.99

Common Values

Value	Count	Frequency (%)
5.99	30349	33.9%
6.99	25410	28.4%
4.99	18355	20.5%
8.99	9281	10.4%
11.99	6156	6.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5.99	30349	33.9%
6.99	25410	28.4%
4.99	18355	20.5%
8.99	9281	10.4%
11.99	6156	6.9%

Most occurring characters

Value	Count	Frequency (%)
9	179102	49.2%
.	89551	24.6%
5	30349	8.3%
6	25410	7.0%
4	18355	5.0%
1	12312	3.4%
8	9281	2.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	274809	75.4%
Other Punctuation	89551	24.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
9	179102	65.2%
5	30349	11.0%
6	25410	9.2%
4	18355	6.7%
1	12312	4.5%
8	9281	3.4%

Other Punctuation

Value	Count	Frequency (%)
.	89551	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	364360	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
9	179102	49.2%
.	89551	24.6%
5	30349	8.3%
6	25410	7.0%
4	18355	5.0%
1	12312	3.4%
8	9281	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	364360	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
9	179102	49.2%
.	89551	24.6%
5	30349	8.3%
6	25410	7.0%
4	18355	5.0%
1	12312	3.4%
8	9281	2.5%

FLAG_PF
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

PJ	89289
PF	262

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	179102
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PJ
2nd row	PJ
3rd row	PJ
4th row	PJ
5th row	PJ

Common Values

Value	Count	Frequency (%)
PJ	89289	99.7%
PF	262	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pj	89289	99.7%
pf	262	0.3%

Most occurring characters

Value	Count	Frequency (%)
P	89551	50.0%
J	89289	49.9%
F	262	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	179102	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
P	89551	50.0%
J	89289	49.9%
F	262	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	179102	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
P	89551	50.0%
J	89289	49.9%
F	262	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	179102	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
P	89551	50.0%
J	89289	49.9%
F	262	0.1%

SEGMENTO_INDUSTRIAL
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

Serviços	36267
Comércio	31630
Indústria	20026
SEM_VALOR	1628

Length

Max length	9
Median length	8
Mean length	8.2418063
Min length	8

Characters and Unicode

Total characters	738062
Distinct characters	26
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Serviços
2nd row	Serviços
3rd row	Serviços
4th row	Serviços
5th row	Serviços

Common Values

Value	Count	Frequency (%)
Serviços	36267	40.5%
Comércio	31630	35.3%
Indústria	20026	22.4%
SEM_VALOR	1628	1.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
serviços	36267	40.5%
comércio	31630	35.3%
indústria	20026	22.4%
sem_valor	1628	1.8%

Most occurring characters

Value	Count	Frequency (%)
o	99527	13.5%
r	87923	11.9%
i	87923	11.9%
s	56293	7.6%
S	37895	5.1%
v	36267	4.9%
ç	36267	4.9%
e	36267	4.9%
C	31630	4.3%
m	31630	4.3%
Other values (16)	196440	26.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	635487	86.1%
Uppercase Letter	100947	13.7%
Connector Punctuation	1628	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	99527	15.7%
r	87923	13.8%
i	87923	13.8%
s	56293	8.9%
v	36267	5.7%
ç	36267	5.7%
e	36267	5.7%
m	31630	5.0%
é	31630	5.0%
c	31630	5.0%
Other values (5)	100130	15.8%

Uppercase Letter

Value	Count	Frequency (%)
S	37895	37.5%
C	31630	31.3%
I	20026	19.8%
E	1628	1.6%
M	1628	1.6%
V	1628	1.6%
A	1628	1.6%
L	1628	1.6%
O	1628	1.6%
R	1628	1.6%

Connector Punctuation

Value	Count	Frequency (%)
_	1628	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	736434	99.8%
Common	1628	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	99527	13.5%
r	87923	11.9%
i	87923	11.9%
s	56293	7.6%
S	37895	5.1%
v	36267	4.9%
ç	36267	4.9%
e	36267	4.9%
C	31630	4.3%
m	31630	4.3%
Other values (15)	194812	26.5%

Common

Value	Count	Frequency (%)
_	1628	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	650139	88.1%
None	87923	11.9%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	99527	15.3%
r	87923	13.5%
i	87923	13.5%
s	56293	8.7%
S	37895	5.8%
v	36267	5.6%
e	36267	5.6%
C	31630	4.9%
m	31630	4.9%
c	31630	4.9%
Other values (13)	113154	17.4%

None

Value	Count	Frequency (%)
ç	36267	41.2%
é	31630	36.0%
ú	20026	22.8%

DOMINIO_EMAIL
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

YAHOO	29357
GMAIL	25192
HOTMAIL	21210
OUTLOOK	5491
AOL	5103
Other values (2)	3198

Length

Max length	9
Median length	5
Mean length	5.482362
Min length	3

Characters and Unicode

Total characters	490951
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	YAHOO
2nd row	YAHOO
3rd row	YAHOO
4th row	YAHOO
5th row	YAHOO

Common Values

Value	Count	Frequency (%)
YAHOO	29357	32.8%
GMAIL	25192	28.1%
HOTMAIL	21210	23.7%
OUTLOOK	5491	6.1%
AOL	5103	5.7%
BOL	2132	2.4%
SEM_VALOR	1066	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
yahoo	29357	32.8%
gmail	25192	28.1%
hotmail	21210	23.7%
outlook	5491	6.1%
aol	5103	5.7%
bol	2132	2.4%
sem_valor	1066	1.2%

Most occurring characters

Value	Count	Frequency (%)
O	104698	21.3%
A	81928	16.7%
L	60194	12.3%
H	50567	10.3%
M	47468	9.7%
I	46402	9.5%
Y	29357	6.0%
T	26701	5.4%
G	25192	5.1%
U	5491	1.1%
Other values (7)	12953	2.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	489885	99.8%
Connector Punctuation	1066	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	104698	21.4%
A	81928	16.7%
L	60194	12.3%
H	50567	10.3%
M	47468	9.7%
I	46402	9.5%
Y	29357	6.0%
T	26701	5.5%
G	25192	5.1%
U	5491	1.1%
Other values (6)	11887	2.4%

Connector Punctuation

Value	Count	Frequency (%)
_	1066	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	489885	99.8%
Common	1066	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	104698	21.4%
A	81928	16.7%
L	60194	12.3%
H	50567	10.3%
M	47468	9.7%
I	46402	9.5%
Y	29357	6.0%
T	26701	5.5%
G	25192	5.1%
U	5491	1.1%
Other values (6)	11887	2.4%

Common

Value	Count	Frequency (%)
_	1066	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	490951	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
O	104698	21.3%
A	81928	16.7%
L	60194	12.3%
H	50567	10.3%
M	47468	9.7%
I	46402	9.5%
Y	29357	6.0%
T	26701	5.4%
G	25192	5.1%
U	5491	1.1%
Other values (7)	12953	2.6%

PORTE
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

MEDIO	34660
GRANDE	33575
PEQUENO	18468
SEM_VALOR	2848

Length

Max length	9
Median length	7
Mean length	5.9145962
Min length	5

Characters and Unicode

Total characters	529658
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PEQUENO
2nd row	PEQUENO
3rd row	PEQUENO
4th row	PEQUENO
5th row	PEQUENO

Common Values

Value	Count	Frequency (%)
MEDIO	34660	38.7%
GRANDE	33575	37.5%
PEQUENO	18468	20.6%
SEM_VALOR	2848	3.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
medio	34660	38.7%
grande	33575	37.5%
pequeno	18468	20.6%
sem_valor	2848	3.2%

Most occurring characters

Value	Count	Frequency (%)
E	108019	20.4%
D	68235	12.9%
O	55976	10.6%
N	52043	9.8%
M	37508	7.1%
R	36423	6.9%
A	36423	6.9%
I	34660	6.5%
G	33575	6.3%
P	18468	3.5%
Other values (6)	48328	9.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	526810	99.5%
Connector Punctuation	2848	0.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	108019	20.5%
D	68235	13.0%
O	55976	10.6%
N	52043	9.9%
M	37508	7.1%
R	36423	6.9%
A	36423	6.9%
I	34660	6.6%
G	33575	6.4%
P	18468	3.5%
Other values (5)	45480	8.6%

Connector Punctuation

Value	Count	Frequency (%)
_	2848	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	526810	99.5%
Common	2848	0.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	108019	20.5%
D	68235	13.0%
O	55976	10.6%
N	52043	9.9%
M	37508	7.1%
R	36423	6.9%
A	36423	6.9%
I	34660	6.6%
G	33575	6.4%
P	18468	3.5%
Other values (5)	45480	8.6%

Common

Value	Count	Frequency (%)
_	2848	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	529658	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	108019	20.4%
D	68235	12.9%
O	55976	10.6%
N	52043	9.8%
M	37508	7.1%
R	36423	6.9%
A	36423	6.9%
I	34660	6.5%
G	33575	6.3%
P	18468	3.5%
Other values (6)	48328	9.1%

CEP_2_DIG
Real number (ℝ)

Distinct	89
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.329421

Minimum	11
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	11
5-th percentile	13
Q1	29
median	54
Q3	79
95-th percentile	95
Maximum	99
Range	88
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	27.86701
Coefficient of variation (CV)	0.52254476
Kurtosis	-1.414858
Mean	53.329421
Median Absolute Deviation (MAD)	25
Skewness	0.017584824
Sum	4775703
Variance	776.57023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	4525	5.1%
35	3256	3.6%
68	3045	3.4%
89	3029	3.4%
37	2457	2.7%
86	2408	2.7%
78	2265	2.5%
12	2256	2.5%
75	2073	2.3%
38	1952	2.2%
Other values (79)	62285	69.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	1039	1.2%
12	2256	2.5%
13	4525	5.1%
14	1596	1.8%
15	1429	1.6%
16	811	0.9%
17	905	1.0%
18	757	0.8%
19	1010	1.1%
20	583	0.7%

Value	Count	Frequency (%)
99	982	1.1%
98	1244	1.4%
97	539	0.6%
96	828	0.9%
95	1366	1.5%
94	256	0.3%
93	1052	1.2%
92	349	0.4%
91	193	0.2%
90	590	0.7%

RENDA_MES_ANTERIOR
Real number (ℝ)

Distinct	1306
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	291079.8

Minimum	1861
Maximum	918421
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	1861
5-th percentile	228440.26
Q1	267180.55
median	291396.13
Q3	314952.45
95-th percentile	356990.9
Maximum	918421
Range	916560
Interquartile range (IQR)	47771.897

Descriptive statistics

Standard deviation	43720.533
Coefficient of variation (CV)	0.15020119
Kurtosis	7.9999776
Mean	291079.8
Median Absolute Deviation (MAD)	24109.67
Skewness	-0.30489839
Sum	2.6066487 × 10¹⁰
Variance	1.911485 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
288175.9487	1325	1.5%
282459.525	1222	1.4%
307876.6923	902	1.0%
291017.1667	787	0.9%
258061.275	724	0.8%
306436.025	660	0.7%
309266.025	620	0.7%
245928.4	612	0.7%
267286.4615	581	0.6%
326853.925	575	0.6%
Other values (1296)	81543	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1861	1	< 0.1%
3738	1	< 0.1%
4514	1	< 0.1%
4804	1	< 0.1%
4876	1	< 0.1%
6037	1	< 0.1%
6284	1	< 0.1%
6686	1	< 0.1%
8742.333333	7	< 0.1%
9193	1	< 0.1%

Value	Count	Frequency (%)
918421	1	< 0.1%
835745.5	2	< 0.1%
726811.25	4	< 0.1%
694993	1	< 0.1%
668268	3	< 0.1%
665476.25	4	< 0.1%
634295	1	< 0.1%
625671.3333	7	< 0.1%
612032.75	11	< 0.1%
594801	3	< 0.1%

NO_FUNCIONARIOS
Real number (ℝ)

Distinct	1021
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	118.93517

Minimum	0
Maximum	188
Zeros	262
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	0
5-th percentile	90.176471
Q1	108.18182
median	118.64103
Q3	131
95-th percentile	146.17391
Maximum	188
Range	188
Interquartile range (IQR)	22.818182

Descriptive statistics

Standard deviation	18.06663
Coefficient of variation (CV)	0.15190317
Kurtosis	4.6349054
Mean	118.93517
Median Absolute Deviation (MAD)	11.808974
Skewness	-0.80313201
Sum	10650764
Variance	326.40313
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
115.8205128	1325	1.5%
137.675	1222	1.4%
126.1794872	902	1.0%
126.4444444	787	0.9%
137.95	724	0.8%
125.4	660	0.7%
98.55	620	0.7%
130.45	612	0.7%
131	594	0.7%
112.15	575	0.6%
Other values (1011)	81530	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	262	0.3%
62.33333333	9	< 0.1%
68.84210526	237	0.3%
74	4	< 0.1%
74.5	2	< 0.1%
75.23809524	59	0.1%
75.33333333	5	< 0.1%
76	1	< 0.1%
78	11	< 0.1%
79.05263158	95	0.1%

Value	Count	Frequency (%)
188	3	< 0.1%
176	1	< 0.1%
175	1	< 0.1%
171.2352941	25	< 0.1%
169.5641026	141	0.2%
168	5	< 0.1%
167	4	< 0.1%
166.1818182	19	< 0.1%
163.5333333	21	< 0.1%
162.3	173	0.2%

PRAZO
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	230
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.200858

Minimum	1
Maximum	2677
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	1
5-th percentile	16
Q1	16
median	18
Q3	24
95-th percentile	45
Maximum	2677
Range	2676
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	26.382167
Coefficient of variation (CV)	1.1371203
Kurtosis	3578.2996
Mean	23.200858
Median Absolute Deviation (MAD)	2
Skewness	48.052044
Sum	2077660
Variance	696.01872
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	22389	25.0%
18	11901	13.3%
17	10776	12.0%
22	5644	6.3%
19	5329	6.0%
20	5251	5.9%
25	2913	3.3%
21	2772	3.1%
30	2149	2.4%
36	2043	2.3%
Other values (220)	18384	20.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5	< 0.1%
2	6	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
10	4	< 0.1%
12	2	< 0.1%
13	4	< 0.1%

Value	Count	Frequency (%)
2677	1	< 0.1%
2500	1	< 0.1%
2107	1	< 0.1%
1911	2	< 0.1%
1318	2	< 0.1%
1313	1	< 0.1%
1244	2	< 0.1%
1198	1	< 0.1%
1147	2	< 0.1%
1124	1	< 0.1%

PAGTO_DIFF_VENC
Real number (ℝ)

SKEWED ZEROS

Distinct	308
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.3251555

Minimum	-2661
Maximum	458
Zeros	70609
Zeros (%)	78.8%
Negative	9139
Negative (%)	10.2%
Memory size	699.7 KiB

Quantile statistics

Minimum	-2661
5-th percentile	-3
Q1	0
median	0
Q3	0
95-th percentile	6
Maximum	458
Range	3119
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	25.166653
Coefficient of variation (CV)	-77.398822
Kurtosis	4311.7792
Mean	-0.3251555
Median Absolute Deviation (MAD)	0
Skewness	-52.780067
Sum	-29118
Variance	633.3604
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	70609	78.8%
-1	3254	3.6%
1	2190	2.4%
5	1076	1.2%
-3	970	1.1%
7	790	0.9%
6	783	0.9%
2	705	0.8%
-2	670	0.7%
3	620	0.7%
Other values (298)	7884	8.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2661	1	< 0.1%
-2483	1	< 0.1%
-2070	1	< 0.1%
-1896	2	< 0.1%
-1303	1	< 0.1%
-1297	1	< 0.1%
-1284	1	< 0.1%
-1229	1	< 0.1%
-1224	1	< 0.1%
-1183	1	< 0.1%

Value	Count	Frequency (%)
458	1	< 0.1%
365	1	< 0.1%
331	1	< 0.1%
329	1	< 0.1%
309	1	< 0.1%
306	1	< 0.1%
305	1	< 0.1%
269	2	< 0.1%
267	1	< 0.1%
233	2	< 0.1%

PAGTO_DIFF_EMISSAO
Real number (ℝ)

Distinct	271
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.875702

Minimum	0
Maximum	1074
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	0
5-th percentile	16
Q1	16
median	18
Q3	24
95-th percentile	45
Maximum	1074
Range	1074
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	16.363855
Coefficient of variation (CV)	0.71533784
Kurtosis	372.12087
Mean	22.875702
Median Absolute Deviation (MAD)	2
Skewness	12.882268
Sum	2048542
Variance	267.77576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	21488	24.0%
18	11006	12.3%
17	10508	11.7%
19	5449	6.1%
22	5373	6.0%
20	4508	5.0%
21	3243	3.6%
25	2966	3.3%
15	2258	2.5%
24	1977	2.2%
Other values (261)	20775	23.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	2	< 0.1%
2	3	< 0.1%
3	4	< 0.1%
4	5	< 0.1%
5	6	< 0.1%
6	4	< 0.1%
7	6	< 0.1%
8	14	< 0.1%
9	13	< 0.1%

Value	Count	Frequency (%)
1074	1	< 0.1%
624	1	< 0.1%
601	1	< 0.1%
499	1	< 0.1%
495	2	< 0.1%
483	1	< 0.1%
471	1	< 0.1%
457	1	< 0.1%
451	1	< 0.1%
426	1	< 0.1%

INADIMPLENTE
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

0	83614
1	5937

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	89551
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	83614	93.4%
1	5937	6.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	83614	93.4%
1	5937	6.6%

Most occurring characters

Value	Count	Frequency (%)
0	83614	93.4%
1	5937	6.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	89551	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	83614	93.4%
1	5937	6.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	89551	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	83614	93.4%
1	5937	6.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	89551	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	83614	93.4%
1	5937	6.6%

ZONA_POSTAL
Categorical

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

PR / SC	14814
Litoral e interior de SP	14328
MG	13919
CE / PI / MA / PA / AP / AM / RR / AC	9766
DF / GO / RO / TO / MT / MS	9480
Other values (4)	27244

Length

Max length	37
Median length	27
Mean length	14.341359
Min length	2

Characters and Unicode

Total characters	1284283
Distinct characters	29
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CE / PI / MA / PA / AP / AM / RR / AC
2nd row	CE / PI / MA / PA / AP / AM / RR / AC
3rd row	CE / PI / MA / PA / AP / AM / RR / AC
4th row	CE / PI / MA / PA / AP / AM / RR / AC
5th row	CE / PI / MA / PA / AP / AM / RR / AC

Common Values

Value	Count	Frequency (%)
PR / SC	14814	16.5%
Litoral e interior de SP	14328	16.0%
MG	13919	15.5%
CE / PI / MA / PA / AP / AM / RR / AC	9766	10.9%
DF / GO / RO / TO / MT / MS	9480	10.6%
RJ / ES	9081	10.1%
RS	7399	8.3%
BH / SE	6978	7.8%
PE / AL / PB / RN	3786	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
	157993	34.1%
pr	14814	3.2%
sc	14814	3.2%
litoral	14328	3.1%
e	14328	3.1%
interior	14328	3.1%
de	14328	3.1%
sp	14328	3.1%
mg	13919	3.0%
ap	9766	2.1%
Other values (22)	179903	38.9%

Most occurring characters

Value	Count	Frequency (%)
	373298	29.1%
/	157993	12.3%
P	66012	5.1%
R	64092	5.0%
S	62080	4.8%
A	52616	4.1%
M	52411	4.1%
e	42984	3.3%
i	42984	3.3%
r	42984	3.3%
Other values (19)	326829	25.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	509416	39.7%
Space Separator	373298	29.1%
Lowercase Letter	243576	19.0%
Other Punctuation	157993	12.3%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
P	66012	13.0%
R	64092	12.6%
S	62080	12.2%
A	52616	10.3%
M	52411	10.3%
C	34346	6.7%
E	29611	5.8%
O	28440	5.6%
G	23399	4.6%
T	18960	3.7%
Other values (8)	77449	15.2%

Lowercase Letter

Value	Count	Frequency (%)
e	42984	17.6%
i	42984	17.6%
r	42984	17.6%
o	28656	11.8%
t	28656	11.8%
n	14328	5.9%
d	14328	5.9%
l	14328	5.9%
a	14328	5.9%

Space Separator

Value	Count	Frequency (%)
	373298	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	157993	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	752992	58.6%
Common	531291	41.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
P	66012	8.8%
R	64092	8.5%
S	62080	8.2%
A	52616	7.0%
M	52411	7.0%
e	42984	5.7%
i	42984	5.7%
r	42984	5.7%
C	34346	4.6%
E	29611	3.9%
Other values (17)	262872	34.9%

Common

Value	Count	Frequency (%)
	373298	70.3%
/	157993	29.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1284283	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	373298	29.1%
/	157993	12.3%
P	66012	5.1%
R	64092	5.0%
S	62080	4.8%
A	52616	4.1%
M	52411	4.1%
e	42984	3.3%
i	42984	3.3%
r	42984	3.3%
Other values (19)	326829	25.4%

LIFETIME_CLIENTE_DIAS
Real number (ℝ)

Distinct	7325
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3631.1868

Minimum	0
Maximum	7773
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	0
5-th percentile	477
Q1	1865
median	3163
Q3	5453
95-th percentile	7514
Maximum	7773
Range	7773
Interquartile range (IQR)	3588

Descriptive statistics

Standard deviation	2284.4214
Coefficient of variation (CV)	0.62911152
Kurtosis	-1.0066461
Mean	3631.1868
Median Absolute Deviation (MAD)	1508
Skewness	0.45131942
Sum	3.2517641 × 10⁸
Variance	5218581.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3216	59	0.1%
7051	57	0.1%
2849	55	0.1%
7579	51	0.1%
6834	50	0.1%
2817	50	0.1%
3244	49	0.1%
3094	48	0.1%
6987	47	0.1%
3429	45	0.1%
Other values (7315)	89040	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	4	< 0.1%
2	8	< 0.1%
3	4	< 0.1%
4	4	< 0.1%
5	4	< 0.1%
6	8	< 0.1%
7	3	< 0.1%
8	3	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
7773	1	< 0.1%
7771	2	< 0.1%
7770	8	< 0.1%
7769	10	< 0.1%
7768	16	< 0.1%
7767	2	< 0.1%
7766	9	< 0.1%
7765	21	< 0.1%
7764	21	< 0.1%
7763	16	< 0.1%

MES_EMISSAO_DOCUMENTO
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.8395104

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.4200993
Coefficient of variation (CV)	0.50005031
Kurtosis	-1.184017
Mean	6.8395104
Median Absolute Deviation (MAD)	3
Skewness	-0.19811845
Sum	612485
Variance	11.697079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
10	9620	10.7%
9	9395	10.5%
11	8699	9.7%
8	8176	9.1%
7	7155	8.0%
1	7094	7.9%
12	6833	7.6%
6	6786	7.6%
5	6743	7.5%
3	6541	7.3%
Other values (2)	12509	14.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7094	7.9%
2	6316	7.1%
3	6541	7.3%
4	6193	6.9%
5	6743	7.5%
6	6786	7.6%
7	7155	8.0%
8	8176	9.1%
9	9395	10.5%
10	9620	10.7%

Value	Count	Frequency (%)
12	6833	7.6%
11	8699	9.7%
10	9620	10.7%
9	9395	10.5%
8	8176	9.1%
7	7155	8.0%
6	6786	7.6%
5	6743	7.5%
4	6193	6.9%
3	6541	7.3%

MES_PAGAMENTO
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.9010843

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.476307
Coefficient of variation (CV)	0.50373345
Kurtosis	-1.2268499
Mean	6.9010843
Median Absolute Deviation (MAD)	3
Skewness	-0.18984154
Sum	617999
Variance	12.08471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
10	9697	10.8%
11	9330	10.4%
9	8772	9.8%
12	7876	8.8%
7	7324	8.2%
8	7088	7.9%
3	6946	7.8%
1	6804	7.6%
2	6537	7.3%
6	6525	7.3%
Other values (2)	12652	14.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6804	7.6%
2	6537	7.3%
3	6946	7.8%
4	6159	6.9%
5	6493	7.3%
6	6525	7.3%
7	7324	8.2%
8	7088	7.9%
9	8772	9.8%
10	9697	10.8%

Value	Count	Frequency (%)
12	7876	8.8%
11	9330	10.4%
10	9697	10.8%
9	8772	9.8%
8	7088	7.9%
7	7324	8.2%
6	6525	7.3%
5	6493	7.3%
4	6159	6.9%
3	6946	7.8%

MES_VENCIMENTO
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.892564

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.4835713
Coefficient of variation (CV)	0.50541008
Kurtosis	-1.2300441
Mean	6.892564
Median Absolute Deviation (MAD)	3
Skewness	-0.18949265
Sum	617236
Variance	12.135269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
10	9699	10.8%
11	9393	10.5%
9	8707	9.7%
12	7840	8.8%
7	7352	8.2%
8	7056	7.9%
1	6980	7.8%
3	6888	7.7%
2	6506	7.3%
6	6468	7.2%
Other values (2)	12662	14.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6980	7.8%
2	6506	7.3%
3	6888	7.7%
4	6206	6.9%
5	6456	7.2%
6	6468	7.2%
7	7352	8.2%
8	7056	7.9%
9	8707	9.7%
10	9699	10.8%

Value	Count	Frequency (%)
12	7840	8.8%
11	9393	10.5%
10	9699	10.8%
9	8707	9.7%
8	7056	7.9%
7	7352	8.2%
6	6468	7.2%
5	6456	7.2%
4	6206	6.9%
3	6888	7.7%

MES_CADASTRO
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8500966

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	7
Q3	8
95-th percentile	11
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.2898736
Coefficient of variation (CV)	0.56236228
Kurtosis	-1.2942668
Mean	5.8500966
Median Absolute Deviation (MAD)	3
Skewness	0.060644279
Sum	523882
Variance	10.823269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
8	27264	30.4%
2	23647	26.4%
3	6377	7.1%
7	4341	4.8%
12	4339	4.8%
9	3800	4.2%
5	3545	4.0%
10	3471	3.9%
6	3451	3.9%
1	3283	3.7%
Other values (2)	6033	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3283	3.7%
2	23647	26.4%
3	6377	7.1%
4	2871	3.2%
5	3545	4.0%
6	3451	3.9%
7	4341	4.8%
8	27264	30.4%
9	3800	4.2%
10	3471	3.9%

Value	Count	Frequency (%)
12	4339	4.8%
11	3162	3.5%
10	3471	3.9%
9	3800	4.2%
8	27264	30.4%
7	4341	4.8%
6	3451	3.9%
5	3545	4.0%
4	2871	3.2%
3	6377	7.1%

MES_SAFRA_REF
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.9202242

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.4573287
Coefficient of variation (CV)	0.49959779
Kurtosis	-1.210242
Mean	6.9202242
Median Absolute Deviation (MAD)	3
Skewness	-0.20291361
Sum	619713
Variance	11.953122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
10	9916	11.1%
9	9132	10.2%
11	9084	10.1%
12	7776	8.7%
7	7243	8.1%
8	7183	8.0%
3	6785	7.6%
1	6664	7.4%
5	6643	7.4%
6	6619	7.4%
Other values (2)	12506	14.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6664	7.4%
2	6504	7.3%
3	6785	7.6%
4	6002	6.7%
5	6643	7.4%
6	6619	7.4%
7	7243	8.1%
8	7183	8.0%
9	9132	10.2%
10	9916	11.1%

Value	Count	Frequency (%)
12	7776	8.7%
11	9084	10.1%
10	9916	11.1%
9	9132	10.2%
8	7183	8.0%
7	7243	8.1%
6	6619	7.4%
5	6643	7.4%
4	6002	6.7%
3	6785	7.6%

DIASEMANA_EMISSAO
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

Sunday	16335
Thursday	16300
Wednesday	14418
Monday	14413
Tuesday	14297
Other values (2)	13788

Length

Max length	9
Median length	8
Mean length	7.0524841
Min length	6

Characters and Unicode

Total characters	631557
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Friday
2nd row	Sunday
3rd row	Sunday
4th row	Thursday
5th row	Friday

Common Values

Value	Count	Frequency (%)
Sunday	16335	18.2%
Thursday	16300	18.2%
Wednesday	14418	16.1%
Monday	14413	16.1%
Tuesday	14297	16.0%
Friday	11738	13.1%
Saturday	2050	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sunday	16335	18.2%
thursday	16300	18.2%
wednesday	14418	16.1%
monday	14413	16.1%
tuesday	14297	16.0%
friday	11738	13.1%
saturday	2050	2.3%

Most occurring characters

Value	Count	Frequency (%)
d	103969	16.5%
a	91601	14.5%
y	89551	14.2%
u	48982	7.8%
n	45166	7.2%
s	45015	7.1%
e	43133	6.8%
T	30597	4.8%
r	30088	4.8%
S	18385	2.9%
Other values (7)	85070	13.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	542006	85.8%
Uppercase Letter	89551	14.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
d	103969	19.2%
a	91601	16.9%
y	89551	16.5%
u	48982	9.0%
n	45166	8.3%
s	45015	8.3%
e	43133	8.0%
r	30088	5.6%
h	16300	3.0%
o	14413	2.7%
Other values (2)	13788	2.5%

Uppercase Letter

Value	Count	Frequency (%)
T	30597	34.2%
S	18385	20.5%
W	14418	16.1%
M	14413	16.1%
F	11738	13.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	631557	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
d	103969	16.5%
a	91601	14.5%
y	89551	14.2%
u	48982	7.8%
n	45166	7.2%
s	45015	7.1%
e	43133	6.8%
T	30597	4.8%
r	30088	4.8%
S	18385	2.9%
Other values (7)	85070	13.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	631557	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
d	103969	16.5%
a	91601	14.5%
y	89551	14.2%
u	48982	7.8%
n	45166	7.2%
s	45015	7.1%
e	43133	6.8%
T	30597	4.8%
r	30088	4.8%
S	18385	2.9%
Other values (7)	85070	13.5%

DIASEMANA_PAGAMENTO
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

Monday	29887
Tuesday	16188
Wednesday	15447
Thursday	14146
Friday	13602
Other values (2)	281

Length

Max length	9
Median length	8
Mean length	7.0187826
Min length	6

Characters and Unicode

Total characters	628539
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Thursday
2nd row	Tuesday
3rd row	Tuesday
4th row	Thursday
5th row	Thursday

Common Values

Value	Count	Frequency (%)
Monday	29887	33.4%
Tuesday	16188	18.1%
Wednesday	15447	17.2%
Thursday	14146	15.8%
Friday	13602	15.2%
Saturday	206	0.2%
Sunday	75	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
monday	29887	33.4%
tuesday	16188	18.1%
wednesday	15447	17.2%
thursday	14146	15.8%
friday	13602	15.2%
saturday	206	0.2%
sunday	75	0.1%

Most occurring characters

Value	Count	Frequency (%)
d	104998	16.7%
a	89757	14.3%
y	89551	14.2%
e	47082	7.5%
s	45781	7.3%
n	45409	7.2%
u	30615	4.9%
T	30334	4.8%
M	29887	4.8%
o	29887	4.8%
Other values (7)	85238	13.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	538988	85.8%
Uppercase Letter	89551	14.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
d	104998	19.5%
a	89757	16.7%
y	89551	16.6%
e	47082	8.7%
s	45781	8.5%
n	45409	8.4%
u	30615	5.7%
o	29887	5.5%
r	27954	5.2%
h	14146	2.6%
Other values (2)	13808	2.6%

Uppercase Letter

Value	Count	Frequency (%)
T	30334	33.9%
M	29887	33.4%
W	15447	17.2%
F	13602	15.2%
S	281	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	628539	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
d	104998	16.7%
a	89757	14.3%
y	89551	14.2%
e	47082	7.5%
s	45781	7.3%
n	45409	7.2%
u	30615	4.9%
T	30334	4.8%
M	29887	4.8%
o	29887	4.8%
Other values (7)	85238	13.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	628539	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
d	104998	16.7%
a	89757	14.3%
y	89551	14.2%
e	47082	7.5%
s	45781	7.3%
n	45409	7.2%
u	30615	4.9%
T	30334	4.8%
M	29887	4.8%
o	29887	4.8%
Other values (7)	85238	13.6%

DIASEMANA_VENCIMENTO
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

Monday	30976
Wednesday	15506
Tuesday	15438
Thursday	14347
Friday	12915
Other values (2)	369

Length

Max length	9
Median length	8
Mean length	7.0190618
Min length	6

Characters and Unicode

Total characters	628564
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Thursday
2nd row	Monday
3rd row	Monday
4th row	Friday
5th row	Thursday

Common Values

Value	Count	Frequency (%)
Monday	30976	34.6%
Wednesday	15506	17.3%
Tuesday	15438	17.2%
Thursday	14347	16.0%
Friday	12915	14.4%
Saturday	304	0.3%
Sunday	65	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
monday	30976	34.6%
wednesday	15506	17.3%
tuesday	15438	17.2%
thursday	14347	16.0%
friday	12915	14.4%
saturday	304	0.3%
sunday	65	0.1%

Most occurring characters

Value	Count	Frequency (%)
d	105057	16.7%
a	89855	14.3%
y	89551	14.2%
n	46547	7.4%
e	46450	7.4%
s	45291	7.2%
o	30976	4.9%
M	30976	4.9%
u	30154	4.8%
T	29785	4.7%
Other values (7)	83922	13.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	539013	85.8%
Uppercase Letter	89551	14.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
d	105057	19.5%
a	89855	16.7%
y	89551	16.6%
n	46547	8.6%
e	46450	8.6%
s	45291	8.4%
o	30976	5.7%
u	30154	5.6%
r	27566	5.1%
h	14347	2.7%
Other values (2)	13219	2.5%

Uppercase Letter

Value	Count	Frequency (%)
M	30976	34.6%
T	29785	33.3%
W	15506	17.3%
F	12915	14.4%
S	369	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	628564	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
d	105057	16.7%
a	89855	14.3%
y	89551	14.2%
n	46547	7.4%
e	46450	7.4%
s	45291	7.2%
o	30976	4.9%
M	30976	4.9%
u	30154	4.8%
T	29785	4.7%
Other values (7)	83922	13.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	628564	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
d	105057	16.7%
a	89855	14.3%
y	89551	14.2%
n	46547	7.4%
e	46450	7.4%
s	45291	7.2%
o	30976	4.9%
M	30976	4.9%
u	30154	4.8%
T	29785	4.7%
Other values (7)	83922	13.4%

DIASEMANA_CADASTRO
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

Tuesday	31898
Monday	27919
Sunday	12273
Thursday	9380
Wednesday	8005

Length

Max length	9
Median length	8
Mean length	6.83386
Min length	6

Characters and Unicode

Total characters	611979
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Thursday
2nd row	Thursday
3rd row	Thursday
4th row	Thursday
5th row	Thursday

Common Values

Value	Count	Frequency (%)
Tuesday	31898	35.6%
Monday	27919	31.2%
Sunday	12273	13.7%
Thursday	9380	10.5%
Wednesday	8005	8.9%
Friday	76	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tuesday	31898	35.6%
monday	27919	31.2%
sunday	12273	13.7%
thursday	9380	10.5%
wednesday	8005	8.9%
friday	76	0.1%

Most occurring characters

Value	Count	Frequency (%)
d	97556	15.9%
a	89551	14.6%
y	89551	14.6%
u	53551	8.8%
s	49283	8.1%
n	48197	7.9%
e	47908	7.8%
T	41278	6.7%
M	27919	4.6%
o	27919	4.6%
Other values (6)	39266	6.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	522428	85.4%
Uppercase Letter	89551	14.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
d	97556	18.7%
a	89551	17.1%
y	89551	17.1%
u	53551	10.3%
s	49283	9.4%
n	48197	9.2%
e	47908	9.2%
o	27919	5.3%
r	9456	1.8%
h	9380	1.8%

Uppercase Letter

Value	Count	Frequency (%)
T	41278	46.1%
M	27919	31.2%
S	12273	13.7%
W	8005	8.9%
F	76	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	611979	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
d	97556	15.9%
a	89551	14.6%
y	89551	14.6%
u	53551	8.8%
s	49283	8.1%
n	48197	7.9%
e	47908	7.8%
T	41278	6.7%
M	27919	4.6%
o	27919	4.6%
Other values (6)	39266	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	611979	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
d	97556	15.9%
a	89551	14.6%
y	89551	14.6%
u	53551	8.8%
s	49283	8.1%
n	48197	7.9%
e	47908	7.8%
T	41278	6.7%
M	27919	4.6%
o	27919	4.6%
Other values (6)	39266	6.4%

DIASEMANA_SAFRA_REF
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

Monday	15745
Friday	13442
Saturday	13281
Sunday	12010
Tuesday	11877
Other values (2)	23196

Length

Max length	9
Median length	8
Mean length	7.0761019
Min length	6

Characters and Unicode

Total characters	633672
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Saturday
2nd row	Saturday
3rd row	Saturday
4th row	Saturday
5th row	Saturday

Common Values

Value	Count	Frequency (%)
Monday	15745	17.6%
Friday	13442	15.0%
Saturday	13281	14.8%
Sunday	12010	13.4%
Tuesday	11877	13.3%
Thursday	11661	13.0%
Wednesday	11535	12.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
monday	15745	17.6%
friday	13442	15.0%
saturday	13281	14.8%
sunday	12010	13.4%
tuesday	11877	13.3%
thursday	11661	13.0%
wednesday	11535	12.9%

Most occurring characters

Value	Count	Frequency (%)
a	102832	16.2%
d	101086	16.0%
y	89551	14.1%
u	48829	7.7%
n	39290	6.2%
r	38384	6.1%
s	35073	5.5%
e	34947	5.5%
S	25291	4.0%
T	23538	3.7%
Other values (7)	94851	15.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	544121	85.9%
Uppercase Letter	89551	14.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	102832	18.9%
d	101086	18.6%
y	89551	16.5%
u	48829	9.0%
n	39290	7.2%
r	38384	7.1%
s	35073	6.4%
e	34947	6.4%
o	15745	2.9%
i	13442	2.5%
Other values (2)	24942	4.6%

Uppercase Letter

Value	Count	Frequency (%)
S	25291	28.2%
T	23538	26.3%
M	15745	17.6%
F	13442	15.0%
W	11535	12.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	633672	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	102832	16.2%
d	101086	16.0%
y	89551	14.1%
u	48829	7.7%
n	39290	6.2%
r	38384	6.1%
s	35073	5.5%
e	34947	5.5%
S	25291	4.0%
T	23538	3.7%
Other values (7)	94851	15.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	633672	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	102832	16.2%
d	101086	16.0%
y	89551	14.1%
u	48829	7.7%
n	39290	6.2%
r	38384	6.1%
s	35073	5.5%
e	34947	5.5%
S	25291	4.0%
T	23538	3.7%
Other values (7)	94851	15.0%

ANO_EMISSAO_DOCUMENTO
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

2019	27393
2021	26479
2020	26426
2018	9253

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	358204
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2018
2nd row	2018
3rd row	2018
4th row	2018
5th row	2018

Common Values

Value	Count	Frequency (%)
2019	27393	30.6%
2021	26479	29.6%
2020	26426	29.5%
2018	9253	10.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2019	27393	30.6%
2021	26479	29.6%
2020	26426	29.5%
2018	9253	10.3%

Most occurring characters

Value	Count	Frequency (%)
2	142456	39.8%
0	115977	32.4%
1	63125	17.6%
9	27393	7.6%
8	9253	2.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	358204	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	142456	39.8%
0	115977	32.4%
1	63125	17.6%
9	27393	7.6%
8	9253	2.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	358204	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	142456	39.8%
0	115977	32.4%
1	63125	17.6%
9	27393	7.6%
8	9253	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	358204	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	142456	39.8%
0	115977	32.4%
1	63125	17.6%
9	27393	7.6%
8	9253	2.6%

ANO_PAGAMENTO
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

2021	28119
2019	27034
2020	26705
2018	7693

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	358204
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2018
2nd row	2018
3rd row	2018
4th row	2018
5th row	2018

Common Values

Value	Count	Frequency (%)
2021	28119	31.4%
2019	27034	30.2%
2020	26705	29.8%
2018	7693	8.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2021	28119	31.4%
2019	27034	30.2%
2020	26705	29.8%
2018	7693	8.6%

Most occurring characters

Value	Count	Frequency (%)
2	144375	40.3%
0	116256	32.5%
1	62846	17.5%
9	27034	7.5%
8	7693	2.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	358204	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	144375	40.3%
0	116256	32.5%
1	62846	17.5%
9	27034	7.5%
8	7693	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	358204	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	144375	40.3%
0	116256	32.5%
1	62846	17.5%
9	27034	7.5%
8	7693	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	358204	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	144375	40.3%
0	116256	32.5%
1	62846	17.5%
9	27034	7.5%
8	7693	2.1%

ANO_VENCIMENTO
Real number (ℝ)

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2019.8428

Minimum	2018
Maximum	2028
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	2018
5-th percentile	2018
Q1	2019
median	2020
Q3	2021
95-th percentile	2021
Maximum	2028
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.96874728
Coefficient of variation (CV)	0.00047961518
Kurtosis	-0.92576954
Mean	2019.8428
Median Absolute Deviation (MAD)	1
Skewness	-0.22432474
Sum	1.8087895 × 10⁸
Variance	0.93847129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2021	28146	31.4%
2019	27062	30.2%
2020	26640	29.7%
2018	7649	8.5%
2022	41	< 0.1%
2024	8	< 0.1%
2023	2	< 0.1%
2027	1	< 0.1%
2028	1	< 0.1%
2025	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2018	7649	8.5%
2019	27062	30.2%
2020	26640	29.7%
2021	28146	31.4%
2022	41	< 0.1%
2023	2	< 0.1%
2024	8	< 0.1%
2025	1	< 0.1%
2027	1	< 0.1%
2028	1	< 0.1%

Value	Count	Frequency (%)
2028	1	< 0.1%
2027	1	< 0.1%
2025	1	< 0.1%
2024	8	< 0.1%
2023	2	< 0.1%
2022	41	< 0.1%
2021	28146	31.4%
2020	26640	29.7%
2019	27062	30.2%
2018	7649	8.5%

ANO_CADASTRO
Real number (ℝ)

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2009.925

Minimum	2000
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	699.7 KiB

Quantile statistics

Minimum	2000
5-th percentile	2000
Q1	2005
median	2011
Q3	2015
95-th percentile	2019
Maximum	2021
Range	21
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.3211371
Coefficient of variation (CV)	0.0031449617
Kurtosis	-1.002765
Mean	2009.925
Median Absolute Deviation (MAD)	4
Skewness	-0.46774171
Sum	1.7999079 × 10⁸
Variance	39.956775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
2011	21282	23.8%
2000	20620	23.0%
2014	7713	8.6%
2015	5435	6.1%
2017	5081	5.7%
2018	4333	4.8%
2012	4083	4.6%
2016	3308	3.7%
2013	3242	3.6%
2009	2557	2.9%
Other values (12)	11897	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2000	20620	23.0%
2001	167	0.2%
2002	157	0.2%
2003	208	0.2%
2004	754	0.8%
2005	743	0.8%
2006	1984	2.2%
2007	1633	1.8%
2008	1415	1.6%
2009	2557	2.9%

Value	Count	Frequency (%)
2021	402	0.4%
2020	1629	1.8%
2019	2463	2.8%
2018	4333	4.8%
2017	5081	5.7%
2016	3308	3.7%
2015	5435	6.1%
2014	7713	8.6%
2013	3242	3.6%
2012	4083	4.6%

ANO_SAFRA_REF
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	699.7 KiB

2021	27505
2019	27265
2020	26449
2018	8332

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	358204
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2018
2nd row	2018
3rd row	2018
4th row	2018
5th row	2018

Common Values

Value	Count	Frequency (%)
2021	27505	30.7%
2019	27265	30.4%
2020	26449	29.5%
2018	8332	9.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2021	27505	30.7%
2019	27265	30.4%
2020	26449	29.5%
2018	8332	9.3%

Most occurring characters

Value	Count	Frequency (%)
2	143505	40.1%
0	116000	32.4%
1	63102	17.6%
9	27265	7.6%
8	8332	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	358204	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	143505	40.1%
0	116000	32.4%
1	63102	17.6%
9	27265	7.6%
8	8332	2.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	358204	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	143505	40.1%
0	116000	32.4%
1	63102	17.6%
9	27265	7.6%
8	8332	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	358204	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	143505	40.1%
0	116000	32.4%
1	63102	17.6%
9	27265	7.6%
8	8332	2.3%

Auto

Heatmap
Table

	ID_CLIENTE	VALOR_A_PAGAR	CEP_2_DIG	RENDA_MES_ANTERIOR	NO_FUNCIONARIOS	PRAZO	PAGTO_DIFF_VENC	PAGTO_DIFF_EMISSAO	LIFETIME_CLIENTE_DIAS	MES_EMISSAO_DOCUMENTO	MES_PAGAMENTO	MES_VENCIMENTO	MES_CADASTRO	MES_SAFRA_REF	ANO_VENCIMENTO	ANO_CADASTRO	TAXA	FLAG_PF	SEGMENTO_INDUSTRIAL	DOMINIO_EMAIL	PORTE	INADIMPLENTE	ZONA_POSTAL	DIASEMANA_EMISSAO	DIASEMANA_PAGAMENTO	DIASEMANA_VENCIMENTO	DIASEMANA_CADASTRO	DIASEMANA_SAFRA_REF	ANO_EMISSAO_DOCUMENTO	ANO_PAGAMENTO	ANO_SAFRA_REF
ID_CLIENTE	1.000	0.009	0.047	-0.034	0.327	-0.059	-0.005	-0.059	-0.053	0.001	-0.000	-0.005	-0.041	0.000	0.005	0.057	0.028	0.029	0.131	0.133	0.198	0.057	0.142	0.012	0.016	0.028	0.121	0.009	0.024	0.022	0.024
VALOR_A_PAGAR	0.009	1.000	-0.004	0.019	0.001	-0.070	-0.192	-0.117	0.109	0.023	0.041	0.046	0.023	0.032	0.118	-0.080	0.000	0.000	0.000	0.000	0.003	0.042	0.004	0.009	0.037	0.050	0.003	0.001	0.007	0.007	0.005
CEP_2_DIG	0.047	-0.004	1.000	-0.052	-0.004	-0.093	0.020	-0.086	-0.203	-0.012	-0.008	-0.008	-0.098	-0.014	0.003	0.213	0.027	0.094	0.117	0.140	0.129	0.130	0.866	0.029	0.017	0.026	0.166	0.005	0.019	0.016	0.019
RENDA_MES_ANTERIOR	-0.034	0.019	-0.052	1.000	0.012	-0.085	-0.116	-0.122	0.050	0.005	-0.005	-0.003	-0.021	0.005	0.012	-0.045	0.017	0.916	0.219	0.055	0.049	0.200	0.073	0.009	0.020	0.012	0.099	0.008	0.020	0.021	0.020
NO_FUNCIONARIOS	0.327	0.001	-0.004	0.012	1.000	-0.030	0.025	-0.026	0.002	-0.000	-0.000	-0.003	0.002	0.003	0.039	0.007	0.024	1.000	0.258	0.105	0.162	0.057	0.113	0.014	0.023	0.032	0.098	0.009	0.029	0.029	0.030
PRAZO	-0.059	-0.070	-0.093	-0.085	-0.030	1.000	0.004	0.916	0.052	-0.008	-0.011	-0.015	0.082	-0.004	0.011	-0.059	0.011	0.000	0.018	0.000	0.005	0.040	0.006	0.004	0.021	0.083	0.000	0.004	0.009	0.010	0.010
PAGTO_DIFF_VENC	-0.005	-0.192	0.020	-0.116	0.025	0.004	1.000	0.278	-0.070	-0.020	-0.035	-0.039	-0.025	-0.016	-0.016	0.063	0.008	0.000	0.025	0.033	0.018	0.122	0.022	0.007	0.015	0.098	0.025	0.005	0.011	0.014	0.011
PAGTO_DIFF_EMISSAO	-0.059	-0.117	-0.086	-0.122	-0.026	0.916	0.278	1.000	0.026	-0.016	-0.017	-0.019	0.067	-0.009	0.001	-0.034	0.011	0.005	0.021	0.017	0.022	0.255	0.020	0.009	0.022	0.014	0.013	0.010	0.020	0.023	0.021
LIFETIME_CLIENTE_DIAS	-0.053	0.109	-0.203	0.050	0.002	0.052	-0.070	0.026	1.000	0.011	0.005	0.008	0.094	0.015	0.116	-0.974	0.026	0.069	0.090	0.120	0.111	0.080	0.146	0.017	0.019	0.023	0.398	0.068	0.281	0.291	0.287
MES_EMISSAO_DOCUMENTO	0.001	0.023	-0.012	0.005	-0.000	-0.008	-0.020	-0.016	0.011	1.000	0.691	0.681	-0.001	0.810	-0.166	-0.009	0.012	0.008	0.005	0.008	0.007	0.046	0.009	0.030	0.028	0.032	0.009	0.271	0.231	0.198	0.208
MES_PAGAMENTO	-0.000	0.041	-0.008	-0.005	-0.000	-0.011	-0.035	-0.017	0.005	0.691	1.000	0.971	-0.004	0.877	-0.190	0.010	0.017	0.007	0.006	0.008	0.000	0.066	0.009	0.023	0.031	0.031	0.010	0.303	0.202	0.226	0.210
MES_VENCIMENTO	-0.005	0.046	-0.008	-0.003	-0.003	-0.015	-0.039	-0.019	0.008	0.681	0.971	1.000	-0.004	0.866	-0.197	0.007	0.018	0.007	0.005	0.008	0.000	0.069	0.008	0.025	0.030	0.033	0.010	0.300	0.201	0.223	0.209
MES_CADASTRO	-0.041	0.023	-0.098	-0.021	0.002	0.082	-0.025	0.067	0.094	-0.001	-0.004	-0.004	1.000	-0.000	0.009	-0.124	0.024	0.059	0.120	0.130	0.195	0.085	0.169	0.023	0.016	0.025	0.364	0.009	0.035	0.034	0.035
MES_SAFRA_REF	0.000	0.032	-0.014	0.005	0.003	-0.004	-0.016	-0.009	0.015	0.810	0.877	0.866	-0.000	1.000	-0.189	-0.006	0.021	0.006	0.006	0.008	0.005	0.058	0.010	0.030	0.028	0.031	0.010	0.388	0.216	0.222	0.234
ANO_VENCIMENTO	0.005	0.118	0.003	0.012	0.039	0.011	-0.016	0.001	0.116	-0.166	-0.190	-0.197	0.009	-0.189	1.000	0.084	0.014	0.006	0.027	0.017	0.017	0.043	0.015	0.013	0.014	0.085	0.020	0.139	0.767	0.811	0.795
ANO_CADASTRO	0.057	-0.080	0.213	-0.045	0.007	-0.059	0.063	-0.034	-0.974	-0.009	0.010	0.007	-0.124	-0.006	0.084	1.000	0.023	0.069	0.139	0.154	0.179	0.112	0.171	0.019	0.018	0.028	0.432	0.017	0.104	0.103	0.104
TAXA	0.028	0.000	0.027	0.017	0.024	0.011	0.008	0.011	0.026	0.012	0.017	0.018	0.024	0.021	0.014	0.023	1.000	0.008	0.013	0.021	0.021	0.016	0.024	0.000	0.006	0.007	0.016	0.022	0.021	0.019	0.020
FLAG_PF	0.029	0.000	0.094	0.916	1.000	0.000	0.000	0.005	0.069	0.008	0.007	0.007	0.059	0.006	0.006	0.069	0.008	1.000	0.398	0.031	0.017	0.032	0.083	0.011	0.013	0.007	0.039	0.000	0.011	0.010	0.011
SEGMENTO_INDUSTRIAL	0.131	0.000	0.117	0.219	0.258	0.018	0.025	0.021	0.090	0.005	0.006	0.005	0.120	0.006	0.027	0.139	0.013	0.398	1.000	0.126	0.099	0.064	0.108	0.020	0.017	0.022	0.077	0.003	0.018	0.017	0.019
DOMINIO_EMAIL	0.133	0.000	0.140	0.055	0.105	0.000	0.033	0.017	0.120	0.008	0.008	0.008	0.130	0.008	0.017	0.154	0.021	0.031	0.126	1.000	0.095	0.059	0.136	0.016	0.015	0.017	0.098	0.008	0.028	0.026	0.028
PORTE	0.198	0.003	0.129	0.049	0.162	0.005	0.018	0.022	0.111	0.007	0.000	0.000	0.195	0.005	0.017	0.179	0.021	0.017	0.099	0.095	1.000	0.088	0.113	0.013	0.016	0.045	0.106	0.004	0.015	0.013	0.016
INADIMPLENTE	0.057	0.042	0.130	0.200	0.057	0.040	0.122	0.255	0.080	0.046	0.066	0.069	0.085	0.058	0.043	0.112	0.016	0.032	0.064	0.059	0.088	1.000	0.111	0.030	0.049	0.066	0.096	0.057	0.038	0.047	0.037
ZONA_POSTAL	0.142	0.004	0.866	0.073	0.113	0.006	0.022	0.020	0.146	0.009	0.009	0.008	0.169	0.010	0.015	0.171	0.024	0.083	0.108	0.136	0.113	0.111	1.000	0.031	0.016	0.025	0.162	0.007	0.023	0.021	0.023
DIASEMANA_EMISSAO	0.012	0.009	0.029	0.009	0.014	0.004	0.007	0.009	0.017	0.030	0.023	0.025	0.023	0.030	0.013	0.019	0.000	0.011	0.020	0.016	0.013	0.030	0.031	1.000	0.276	0.309	0.018	0.040	0.022	0.020	0.023
DIASEMANA_PAGAMENTO	0.016	0.037	0.017	0.020	0.023	0.021	0.015	0.022	0.019	0.028	0.031	0.030	0.016	0.028	0.014	0.018	0.006	0.013	0.017	0.015	0.016	0.049	0.016	0.276	1.000	0.621	0.014	0.021	0.025	0.020	0.026
DIASEMANA_VENCIMENTO	0.028	0.050	0.026	0.012	0.032	0.083	0.098	0.014	0.023	0.032	0.031	0.033	0.025	0.031	0.085	0.028	0.007	0.007	0.022	0.017	0.045	0.066	0.025	0.309	0.621	1.000	0.022	0.025	0.028	0.022	0.029
DIASEMANA_CADASTRO	0.121	0.003	0.166	0.099	0.098	0.000	0.025	0.013	0.398	0.009	0.010	0.010	0.364	0.010	0.020	0.432	0.016	0.039	0.077	0.098	0.106	0.096	0.162	0.018	0.014	0.022	1.000	0.006	0.029	0.025	0.028
DIASEMANA_SAFRA_REF	0.009	0.001	0.005	0.008	0.009	0.004	0.005	0.010	0.068	0.271	0.303	0.300	0.009	0.388	0.139	0.017	0.022	0.000	0.003	0.008	0.004	0.057	0.007	0.040	0.021	0.025	0.006	1.000	0.273	0.288	0.307
ANO_EMISSAO_DOCUMENTO	0.024	0.007	0.019	0.020	0.029	0.009	0.011	0.020	0.281	0.231	0.202	0.201	0.035	0.216	0.767	0.104	0.021	0.011	0.018	0.028	0.015	0.038	0.023	0.022	0.025	0.028	0.029	0.273	1.000	0.920	0.952
ANO_PAGAMENTO	0.022	0.007	0.016	0.021	0.029	0.010	0.014	0.023	0.291	0.198	0.226	0.223	0.034	0.222	0.811	0.103	0.019	0.010	0.017	0.026	0.013	0.047	0.021	0.020	0.020	0.022	0.025	0.288	0.920	1.000	0.965
ANO_SAFRA_REF	0.024	0.005	0.019	0.020	0.030	0.010	0.011	0.021	0.287	0.208	0.210	0.209	0.035	0.234	0.795	0.104	0.020	0.011	0.019	0.028	0.016	0.037	0.023	0.023	0.026	0.029	0.028	0.307	0.952	0.965	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	ID_CLIENTE	VALOR_A_PAGAR	TAXA	FLAG_PF	SEGMENTO_INDUSTRIAL	DOMINIO_EMAIL	PORTE	CEP_2_DIG	RENDA_MES_ANTERIOR	NO_FUNCIONARIOS	PRAZO	PAGTO_DIFF_VENC	PAGTO_DIFF_EMISSAO	INADIMPLENTE	ZONA_POSTAL	LIFETIME_CLIENTE_DIAS	MES_EMISSAO_DOCUMENTO	MES_PAGAMENTO	MES_VENCIMENTO	MES_CADASTRO	MES_SAFRA_REF	DIASEMANA_EMISSAO	DIASEMANA_PAGAMENTO	DIASEMANA_VENCIMENTO	DIASEMANA_CADASTRO	DIASEMANA_SAFRA_REF	ANO_EMISSAO_DOCUMENTO	ANO_PAGAMENTO	ANO_VENCIMENTO	ANO_CADASTRO	ANO_SAFRA_REF
0	1661240395903230676	35516.41	6.99	PJ	Serviços	YAHOO	PEQUENO	65	290074.138889	99.361111	20	0	20	0	CE / PI / MA / PA / AP / AM / RR / AC	1821	8	9	9	8	9	Friday	Thursday	Thursday	Thursday	Saturday	2018	2018	2018	2013	2018
1	1661240395903230676	17758.21	6.99	PJ	Serviços	YAHOO	PEQUENO	65	290074.138889	99.361111	22	1	23	0	CE / PI / MA / PA / AP / AM / RR / AC	1823	8	9	9	8	9	Sunday	Tuesday	Monday	Thursday	Saturday	2018	2018	2018	2013	2018
2	1661240395903230676	17431.96	6.99	PJ	Serviços	YAHOO	PEQUENO	65	290074.138889	99.361111	22	1	23	0	CE / PI / MA / PA / AP / AM / RR / AC	1830	8	9	9	8	9	Sunday	Tuesday	Monday	Thursday	Saturday	2018	2018	2018	2013	2018
3	1661240395903230676	1341.00	6.99	PJ	Serviços	YAHOO	PEQUENO	65	290074.138889	99.361111	36	6	42	1	CE / PI / MA / PA / AP / AM / RR / AC	1834	8	10	10	8	9	Thursday	Thursday	Friday	Thursday	Saturday	2018	2018	2018	2013	2018
4	1661240395903230676	21309.85	6.99	PJ	Serviços	YAHOO	PEQUENO	65	290074.138889	99.361111	20	0	20	0	CE / PI / MA / PA / AP / AM / RR / AC	1835	8	9	9	8	9	Friday	Thursday	Thursday	Thursday	Saturday	2018	2018	2018	2013	2018
5	1661240395903230676	22427.25	5.99	PJ	Serviços	YAHOO	PEQUENO	65	290074.138889	99.361111	22	1	23	0	CE / PI / MA / PA / AP / AM / RR / AC	1851	9	10	10	8	10	Sunday	Tuesday	Monday	Thursday	Monday	2018	2018	2018	2013	2018
6	1661240395903230676	35608.11	5.99	PJ	Serviços	YAHOO	PEQUENO	65	290074.138889	99.361111	22	0	22	0	CE / PI / MA / PA / AP / AM / RR / AC	1858	9	10	10	8	10	Sunday	Monday	Monday	Thursday	Monday	2018	2018	2018	2013	2018
7	1661240395903230676	17988.49	5.99	PJ	Serviços	YAHOO	PEQUENO	65	290074.138889	99.361111	21	1	22	0	CE / PI / MA / PA / AP / AM / RR / AC	1873	10	10	10	8	10	Monday	Tuesday	Monday	Thursday	Monday	2018	2018	2018	2013	2018
8	1661240395903230676	41998.20	6.99	PJ	Serviços	YAHOO	PEQUENO	65	290074.138889	99.361111	20	1	21	0	CE / PI / MA / PA / AP / AM / RR / AC	1882	10	11	11	8	11	Wednesday	Wednesday	Tuesday	Thursday	Thursday	2018	2018	2018	2013	2018
9	1661240395903230676	35514.41	6.99	PJ	Serviços	YAHOO	PEQUENO	65	290074.138889	99.361111	22	0	22	0	CE / PI / MA / PA / AP / AM / RR / AC	1886	10	11	11	8	11	Sunday	Monday	Monday	Thursday	Thursday	2018	2018	2018	2013	2018

	ID_CLIENTE	VALOR_A_PAGAR	TAXA	FLAG_PF	SEGMENTO_INDUSTRIAL	DOMINIO_EMAIL	PORTE	CEP_2_DIG	RENDA_MES_ANTERIOR	NO_FUNCIONARIOS	PRAZO	PAGTO_DIFF_VENC	PAGTO_DIFF_EMISSAO	ZONA_POSTAL	LIFETIME_CLIENTE_DIAS	MES_EMISSAO_DOCUMENTO	MES_PAGAMENTO	MES_VENCIMENTO	MES_CADASTRO	MES_SAFRA_REF	DIASEMANA_EMISSAO	DIASEMANA_PAGAMENTO	DIASEMANA_VENCIMENTO	DIASEMANA_CADASTRO	DIASEMANA_SAFRA_REF	ANO_EMISSAO_DOCUMENTO	ANO_PAGAMENTO	ANO_VENCIMENTO	ANO_CADASTRO	ANO_SAFRA_REF
89541	6915663759082844184	336000.00	5.99	PJ	Comércio	YAHOO	GRANDE	28	207522.0	136.0	46	-6	40	RJ / ES	217	10	12	12	3	11	Sunday	Friday	Thursday	Sunday	Monday	2021	2021	2021	2021	2021
89542	8027035272622701013	65004.00	6.99	PF	SEM_VALOR	AOL	MEDIO	78	12540.0	0.0	36	-1	35	DF / GO / RO / TO / MT / MS	978	11	12	12	2	11	Monday	Monday	Tuesday	Wednesday	Monday	2021	2021	2021	2019	2021
89543	7387419407817356825	54157.58	6.99	PJ	Comércio	GMAIL	PEQUENO	91	322336.0	139.0	20	0	20	RS	7749	11	11	11	8	11	Tuesday	Monday	Monday	Tuesday	Monday	2021	2021	2021	2000	2021
89544	5082455700818638342	48600.09	4.99	PJ	Comércio	BOL	MEDIO	14	374662.0	110.0	30	0	30	Litoral e interior de SP	995	11	12	12	2	11	Monday	Wednesday	Wednesday	Sunday	Monday	2021	2021	2021	2019	2021
89545	3431426889924624821	23950.10	6.99	PJ	Serviços	HOTMAIL	MEDIO	69	227342.0	125.0	18	0	18	CE / PI / MA / PA / AP / AM / RR / AC	455	11	11	11	8	11	Thursday	Monday	Monday	Thursday	Monday	2021	2021	2021	2020	2021
89546	3431426889924624821	56879.10	6.99	PJ	Serviços	HOTMAIL	MEDIO	69	227342.0	125.0	17	0	17	CE / PI / MA / PA / AP / AM / RR / AC	456	11	11	11	8	11	Friday	Monday	Monday	Thursday	Monday	2021	2021	2021	2020	2021
89547	5288503299611498087	156725.15	5.99	PJ	Comércio	YAHOO	PEQUENO	13	352642.0	137.0	17	-1	16	Litoral e interior de SP	376	11	11	12	11	11	Sunday	Tuesday	Wednesday	Tuesday	Monday	2021	2021	2021	2020	2021
89548	957773253650890560	266.08	5.99	PJ	Comércio	GMAIL	MEDIO	20	433808.0	121.0	22	0	22	RJ / ES	132	11	12	12	7	11	Sunday	Monday	Monday	Monday	Monday	2021	2021	2021	2021	2021
89549	6094038865287329652	301.49	8.99	PJ	Serviços	GMAIL	GRANDE	48	532236.0	136.0	22	0	22	BH / SE	132	11	12	12	7	11	Sunday	Monday	Monday	Monday	Monday	2021	2021	2021	2021	2021
89550	1592581784061157609	23214.50	6.99	PJ	Comércio	SEM_VALOR	MEDIO	90	268024.0	125.0	20	0	20	RS	7126	11	12	12	5	12	Tuesday	Monday	Monday	Tuesday	Wednesday	2021	2021	2021	2002	2021

Overview

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Most occurring characters

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Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

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Length

Common Values (Plot)

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Most frequent character per category

Lowercase Letter

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters